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Article: Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis
| Title | Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis |
|---|---|
| Authors | |
| Keywords | Bipolar disorder Psychosis Punishment-driven learning Reinforcement learning Reward-driven learning |
| Issue Date | 21-May-2025 |
| Publisher | Springer |
| Citation | European Archives of Psychiatry and Clinical Neuroscience, 2025 How to Cite? |
| Abstract | Reinforcement-learning (RL) impairment is an important determinant of functional outcome in bipolar-disorder (BD). This study examined RL in 38 euthymic bipolar-I-disorder (BD-I) individuals aged 16–40 years who were treated within three years from first-episode mania with psychosis and 40 demographically-matched healthy-controls using a computerized RL-paradigm, which investigated rapid and gradual learning, and reward-driven and punishment-driven learning. Symptom severity and cognitive functions were assessed. Our results showed that BD-I individuals displayed lower lose-shift scores than controls (p = 0.03). There were no group differences in other rapid RL measures. Regarding overall RL, a repeated-measures ANOVA revealed main effect of group (F1,76 = 6.5, p = 0.03; controls performed better than patients), block (F2.87,218.45 = 43.7, p < 0.001; performance improving over time) and probability (F1,76 = 15.6, p < 0.001; better performance in 90% than in 80% condition). Post-hoc analysis revealed that controls performed better than BD-I individuals on loss-avoidance stimuli (p = 0.02). Better performance of controls relative to BD-I individuals on gain stimuli approached statistical significance (p = 0.06). No correlations of RL measures with symptoms, cognition or antipsychotic dose were observed. In conclusion, this study is among the few to examine RL impairment in euthymic BD-I with history of psychosis at a relatively early illness stage, and indicates that BD-I individuals displayed punishment-driven learning (i.e., negative RL) deficits compared with controls. Diminished punishment-sensitivity may indicate vulnerability to maladaptive behaviors, particularly in response to negative events or stress, and poorer functional impairment. Further research is required to clarify longitudinal trajectory of punishment-insensitivity and its relationship with psychosis and functional outcomes in the early-stage of BD. |
| Persistent Identifier | http://hdl.handle.net/10722/358452 |
| ISSN | 2023 Impact Factor: 3.5 2023 SCImago Journal Rankings: 1.381 |
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Wong, Sandra Chi Yiu | - |
| dc.contributor.author | Lo, Heidi Ka Ying | - |
| dc.contributor.author | Chau, Anson Kai Chun | - |
| dc.contributor.author | Ng, Mary Chung Mun | - |
| dc.contributor.author | Chan, Joe Kwun Nam | - |
| dc.contributor.author | Chu, Ryan Sai Ting | - |
| dc.contributor.author | Fang, Catherine Zhiqian | - |
| dc.contributor.author | Hui, Christy Lai Ming | - |
| dc.contributor.author | Chan, Sherry Kit Wa | - |
| dc.contributor.author | Lee, Edwin Ho Ming | - |
| dc.contributor.author | Lui, Simon Sai Yu | - |
| dc.contributor.author | Chang, Wing Chung | - |
| dc.date.accessioned | 2025-08-07T00:32:25Z | - |
| dc.date.available | 2025-08-07T00:32:25Z | - |
| dc.date.issued | 2025-05-21 | - |
| dc.identifier.citation | European Archives of Psychiatry and Clinical Neuroscience, 2025 | - |
| dc.identifier.issn | 0940-1334 | - |
| dc.identifier.uri | http://hdl.handle.net/10722/358452 | - |
| dc.description.abstract | Reinforcement-learning (RL) impairment is an important determinant of functional outcome in bipolar-disorder (BD). This study examined RL in 38 euthymic bipolar-I-disorder (BD-I) individuals aged 16–40 years who were treated within three years from first-episode mania with psychosis and 40 demographically-matched healthy-controls using a computerized RL-paradigm, which investigated rapid and gradual learning, and reward-driven and punishment-driven learning. Symptom severity and cognitive functions were assessed. Our results showed that BD-I individuals displayed lower lose-shift scores than controls (p = 0.03). There were no group differences in other rapid RL measures. Regarding overall RL, a repeated-measures ANOVA revealed main effect of group (F1,76 = 6.5, p = 0.03; controls performed better than patients), block (F2.87,218.45 = 43.7, p < 0.001; performance improving over time) and probability (F1,76 = 15.6, p < 0.001; better performance in 90% than in 80% condition). Post-hoc analysis revealed that controls performed better than BD-I individuals on loss-avoidance stimuli (p = 0.02). Better performance of controls relative to BD-I individuals on gain stimuli approached statistical significance (p = 0.06). No correlations of RL measures with symptoms, cognition or antipsychotic dose were observed. In conclusion, this study is among the few to examine RL impairment in euthymic BD-I with history of psychosis at a relatively early illness stage, and indicates that BD-I individuals displayed punishment-driven learning (i.e., negative RL) deficits compared with controls. Diminished punishment-sensitivity may indicate vulnerability to maladaptive behaviors, particularly in response to negative events or stress, and poorer functional impairment. Further research is required to clarify longitudinal trajectory of punishment-insensitivity and its relationship with psychosis and functional outcomes in the early-stage of BD. | - |
| dc.language | eng | - |
| dc.publisher | Springer | - |
| dc.relation.ispartof | European Archives of Psychiatry and Clinical Neuroscience | - |
| dc.subject | Bipolar disorder | - |
| dc.subject | Psychosis | - |
| dc.subject | Punishment-driven learning | - |
| dc.subject | Reinforcement learning | - |
| dc.subject | Reward-driven learning | - |
| dc.title | Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis | - |
| dc.type | Article | - |
| dc.identifier.doi | 10.1007/s00406-025-02022-y | - |
| dc.identifier.scopus | eid_2-s2.0-105005605570 | - |
| dc.identifier.eissn | 1433-8491 | - |
| dc.identifier.issnl | 0940-1334 | - |
